Unless someone has a good argument for concordance, I'd go with just pearson for the moment. Feel free to provide some examples / use cases where concordance is more helpful, so we can decide to include it, too.
Given many options without guidance is not that great usually.

On 09/08/2015 01:47 PM, Stylianos Kampakis wrote:
I have already made an implementation of the concordance correlation coefficient. I can also make one for Pearson, write up some examples that shows the difference between them and then make a pull request.

2015-09-08 16:15 GMT+01:00 Andreas Mueller <t3k...@gmail.com <mailto:t3k...@gmail.com>>:

    I'm also +1 on Pearson, and unsure about concordance ;)



    On 09/08/2015 10:43 AM, Mathieu Blondel wrote:
    Maybe I misunderstood Alex's comment but I thought he meant
    (Pearson) correlation.
    Alex, when you mentioned brain imaging, did you mean Pearson
    correlation or concordance correlation?
    I can't comment on concordance correlation as I was not familiar
    with it.

    On Tue, Sep 8, 2015 at 3:12 PM, Andreas Mueller <t3k...@gmail.com
    <mailto:t3k...@gmail.com>> wrote:



        On 09/08/2015 06:42 AM, Mathieu Blondel wrote:

            Pearson correlation between y_true and y_pred is also a
            standard evaluation metric in genomic selection. In a
            sense, it can be seen as a ranking measure since y_true
            and y_pred don't need to be equal: they only need to be
            collinear to achieve perfect correlation.

            +1 for adding pearson_correlation_score

        I thought we were discussiong the concordance correlation
        coefficient?




    
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